图 书 馆
基于视觉信号的推荐与意见挖掘Recommendation and Opinion Mining with Visual Signals |
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| 课程网址: | https://videolectures.net/videos/kdd2016_mcauley_visual_signals |
| 主讲教师: | Julian McAuley |
| 开课单位: | KDD 2016研讨会 |
| 开课时间: | 2016-10-12 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Building personalized systems for fashion recommendation presents several challenges due to the complicated semantics of people's preferences and styles. One challenge is simply the need to deal with sparse, long-tailed datasets, where new content is constantly introduced and recommendation is inherently a cold-start problem. Another challenge is the need to model visual signals, where the semantics of what makes items "attractive" are incredibly subtle. Finally, there is the need to model temporal dynamics that account for how fashion continually (and rapidly) evolves. In this talk we'll see how traditional recommendation approaches can be extended to explicitly account for the visual appearance of the items being recommended, in order to overcome these challenges and make visually- and stylistically-aware recommendations. |
| 关 键 词: | 视觉信号; 复杂语义; 时尚推荐系统 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-01-08：liyq |
| 最后编审: | 2025-01-08：liyq |
| 阅读次数: | 10 |